M

MiniMax: minimax-m2.7

minimax-m2.7
204.8K context131.1K outReasoningToolsCacheStructured
Released Mar 18, 2026Knowledge cutoff Mar 2026Updated Oct 29, 2026

MiniMax-M2.7 is a next-generation large language model designed for autonomous, real-world productivity and continuous improvement. Built to actively participate in its own evolution, M2.7 integrates advanced agentic capabilities through multi-agent collaboration, enabling it to plan, execute, and refine complex tasks across dynamic environments. Trained for production-grade performance, M2.7 handles workflows such as live debugging, root cause analysis, financial modeling, and full document generation across Word, Excel, and PowerPoint. It delivers strong results on benchmarks including 56.2% on SWE-Pro and 57.0% on Terminal Bench 2, while achieving a 1495 ELO on GDPval-AA, setting a new standard for multi-agent systems operating in real-world digital workflows.

Mode chatTokenizer OtherMiniMaxAI/MiniMax-M2.7

Inputs used for the providers' own purposes

At least one provider of this model uses your inputs for its own purposes, for example to train AI models. Do not enter personal data of third parties or sensitive data. You can object to this use at any time in your account settings or via "Manage consents" in the chat.

Read the privacy policy

Pricing

Input price
$0.21/ 1M tokens30% off
Output price
$0.84/ 1M tokens30% off
Context window 204.8K tokensCompatible endpoints openaiVendor MiniMaxProvider Routerah

Uptime

Performance

Loading performance data...

Usage & Ranking

Loading usage...

Supported parameters

All providers = every upstream serving this model supports it. Some providers = depends on which upstream handles the request. Default = the value sent when you leave the parameter unset.

ParameterProvidersDefault
frequency_penaltySome providersNot sent by default
include_reasoningAll providers-
logit_biasSome providers-
max_tokensAll providers-
min_pSome providers-
presence_penaltySome providersNot sent by default
reasoningAll providers-
repetition_penaltySome providersNot sent by default
response_formatAll providers-
seedAll providers-
stopAll providers-
temperatureAll providers1
tool_choiceAll providers-
toolsAll providers-
top_kSome providersNot sent by default
top_pAll providers0.95

Frequently asked questions

Similar models